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https://github.com/modelcontextprotocol/servers.git
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Merge branch 'main' into add-activitypub-mcp-server
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@@ -198,6 +198,7 @@ Official integrations are maintained by companies building production ready MCP
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- <img height="12" width="12" src="https://fixparser.dev/favicon.ico" alt="FIXParser Logo" /> **[FIXParser](https://gitlab.com/logotype/fixparser/-/tree/main/packages/fixparser-plugin-mcp)** - A modern FIX Protocol engine for AI-powered trading agents
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- <img height="12" width="12" src="https://avatars.githubusercontent.com/u/52471808" alt="Fluid Attacks Logo" /> **[Fluid Attacks](https://github.com/fluidattacks/mcp)** - Interact with the [Fluid Attacks](https://fluidattacks.com/) API, enabling vulnerability management, organization insights, and GraphQL query execution.
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- <img height="12" width="12" src="https://forevervm.com/icon.png" alt="ForeverVM Logo" /> **[ForeverVM](https://github.com/jamsocket/forevervm/tree/main/javascript/mcp-server)** - Run Python in a code sandbox.
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- <img height="12" width="12" src="https://flutterwave.com/favicon.ico" alt="Flutterwave Logo" /> **[Flutterwave](https://github.com/bajoski34/mcp-flutterwave/tree/main)** - Interact with Flutterwave payment solutions API, to manage transactions, payment links and more.
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- <img height="12" width="12" src="https://app.gibsonai.com/favicon.ico" alt="GibsonAI Logo" /> **[GibsonAI](https://github.com/GibsonAI/mcp)** - AI-Powered Cloud databases: Build, migrate, and deploy database instances with AI
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- <img height="12" width="12" src="https://gcore.com/assets/favicon/favicon-16x16.png" alt="Gcore Logo" /> **[Gcore](https://github.com/G-Core/gcore-mcp-server)** - Interact with Gcore platform services via LLM assistants, providing unified access to CDN, GPU Cloud & AI Inference, Video Streaming, WAAP, and cloud resources including instances and networks.
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- <img height="12" width="12" src="https://gitea.com/assets/img/favicon.svg" alt="Gitea Logo" /> **[Gitea](https://gitea.com/gitea/gitea-mcp)** - Interact with Gitea instances with MCP.
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@@ -274,6 +275,7 @@ Official integrations are maintained by companies building production ready MCP
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- <img height="12" width="12" src="https://ligo.ertiqah.com/favicon.avif" alt="LiGo Logo" /> **[LinkedIn MCP Runner](https://github.com/ertiqah/linkedin-mcp-runner)** - Write, edit, and schedule LinkedIn posts right from ChatGPT and Claude with [LiGo](https://ligo.ertiqah.com/).
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- <img height="12" width="12" src="https://avatars.githubusercontent.com/u/175112039?s=200&v=4" alt="Linkup Logo" /> **[Linkup](https://github.com/LinkupPlatform/js-mcp-server)** - (JS version) MCP server that provides web search capabilities through Linkup's advanced search API. This server enables AI assistants and development tools to perform intelligent web searches with natural language queries.
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- <img height="12" width="12" src="https://avatars.githubusercontent.com/u/175112039?s=200&v=4" alt="Linkup Logo" /> **[Linkup](https://github.com/LinkupPlatform/python-mcp-server)** - (Python version) MCP server that provides web search capabilities through Linkup's advanced search API. This server enables AI assistants and development tools to perform intelligent web searches with natural language queries.
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- <img src="https://avatars.githubusercontent.com/u/149083471" alt="Lippia.io" width="12" height="12"> **[Lippia](https://github.com/Lippia-io/Lippia-MCP-Server/blob/main/getting-started.md)** - MCP Server to accelerate Test Automation using Lippia Framework.
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- <img src="https://gornschool.com/gorn.png" alt="Lisply" width="12" height="12"> **[Lisply](https://github.com/gornskew/lisply-mcp)** - Flexible frontend for compliant Lisp-speaking backends.
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- <img height="12" width="12" src="https://litmus.io/favicon.ico" alt="Litmus.io Logo" /> **[Litmus.io](https://github.com/litmusautomation/litmus-mcp-server)** - Official MCP server for configuring [Litmus](https://litmus.io) Edge for Industrial Data Collection, Edge Analytics & Industrial AI.
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- <img height="12" width="12" src="https://liveblocks.io/favicon.ico" alt="Liveblocks Logo" /> **[Liveblocks](https://github.com/liveblocks/liveblocks-mcp-server)** - Ready‑made features for AI & human collaboration—use this to develop your [Liveblocks](https://liveblocks.io) app quicker.
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@@ -420,6 +422,7 @@ Official integrations are maintained by companies building production ready MCP
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- <img height="12" width="12" src="https://downloads.steadybit.com/logomark.svg" alt="Steadybit Logo" /> **[Steadybit](https://github.com/steadybit/mcp)** - Interact with [Steadybit](https://www.steadybit.com/)
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- <img height="12" width="12" src="https://steuerboard.net/favicon.ico" alt="Steuerboard Logo" /> **[Steuerboard](https://github.com/steuerboard/steuerboard-mcp-typescript)** - Interact with the accounting data in your business using our official MCP server
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- <img height="12" width="12" src="https://avatars.githubusercontent.com/u/22632046?s=200&v=4" alt="Storybook Logo" /> **[Storybook](https://github.com/storybookjs/addon-mcp)** - Interact with [Storybook](https://storybook.js.org/) to automate UI component testing and documentation
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- <img height="12" width="12" src="https://raw.githubusercontent.com/klavis-ai/klavis/main/static/klavis-ai.png" alt="Strata Logo" /> **[Strata](https://www.klavis.ai/)** - One MCP server that guides your AI agents through thousands of tools in multiple apps progressively. It eliminates context overload and ensures accurate tool selection, enabling agents to handle complex, multi-app workflows with ease.
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- <img height="12" width="12" src="https://stripe.com/favicon.ico" alt="Stripe Logo" /> **[Stripe](https://github.com/stripe/agent-toolkit)** - Interact with Stripe API
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- <img height="12" width="12" src="https://sunra.ai/favicon.ico" alt="Sunra AI Logo" /> **[Sunra AI](https://github.com/sunra-ai/sunra-clients/tree/main/mcp-server)** - Search for and run AI models on [Sunra.ai](https://sunra.ai). Discover models, create video, image, and 3D model content, track their status, and manage the generated media.
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- <img height="12" width="12" src="https://supabase.com/favicon/favicon.ico" alt="Supabase Logo" /> **[Supabase](https://github.com/supabase-community/supabase-mcp)** - Interact with Supabase: Create tables, query data, deploy edge functions, and more.
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@@ -534,6 +537,7 @@ A growing set of community-developed and maintained servers demonstrates various
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- **[Attestable MCP](https://github.com/co-browser/attestable-mcp-server)** - An MCP server running inside a trusted execution environment (TEE) via Gramine, showcasing remote attestation using [RA-TLS](https://gramine.readthedocs.io/en/stable/attestation.html). This allows an MCP client to verify the server before connecting.
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- **[Audius](https://github.com/glassBead-tc/audius-mcp-atris)** - Audius + AI = Atris. Interact with fans, stream music, tip your favorite artists, and more on Audius: all through Claude.
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- **[AutoML](https://github.com/emircansoftware/MCP_Server_DataScience)** – An MCP server for data analysis workflows including reading, preprocessing, feature engineering, model selection, visualization, and hyperparameter tuning.
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- **[AX-Platform](https://github.com/AX-MCP/PaxAI?tab=readme-ov-file#mcp-setup-guides)** - AI Agent collaboration platform. Collaborate on tasks, share context, and coordinate workflows.
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- **[AWS](https://github.com/rishikavikondala/mcp-server-aws)** - Perform operations on your AWS resources using an LLM.
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- **[AWS Athena](https://github.com/lishenxydlgzs/aws-athena-mcp)** - An MCP server for AWS Athena to run SQL queries on Glue Catalog.
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- **[AWS Cognito](https://github.com/gitCarrot/mcp-server-aws-cognito)** - An MCP server that connects to AWS Cognito for authentication and user management.
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@@ -900,6 +904,7 @@ A growing set of community-developed and maintained servers demonstrates various
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- **[Matlab-MCP-Tools](https://github.com/neuromechanist/matlab-mcp-tools)** - An MCP to write and execute MATLAB scripts, maintain workspace context between MCP calls, visualize plots, and perform section-by-section analysis of MATLAB code with full access to MATLAB's computational capabilities.
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- **[Maton](https://github.com/maton-ai/agent-toolkit/tree/main/modelcontextprotocol)** - Connect to your SaaS tools like HubSpot, Salesforce, and more.
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- **[Maven Tools MCP](https://github.com/arvindand/maven-tools-mcp)** - Maven Central dependency intelligence for JVM build tools. Supports all build tools (Maven, Gradle, SBT, Mill) with Context7 integration for documentation support.
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- **[Maybe Don't AI Policy Engine](https://www.maybedont.ai/download/)** - Yet another MCP security gateway, Maybe Don't AI provides policy checks on any call before it reaches downstream MCP servers to protect users from agents behaving poorly.
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- **[MCP-Airflow-API](https://github.com/call518/MCP-Airflow-API)** - Model Context Protocol (MCP) server for Apache Airflow API integration. Provides comprehensive tools for managing Airflow clusters including service operations, configuration management, status monitoring, and request tracking.
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- **[mcpcap](https://github.com/mcpcap/mcpcap)** - A modular Python MCP (Model Context Protocol) Server for analyzing PCAP files.
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- **[MCP Compass](https://github.com/liuyoshio/mcp-compass)** - Suggest the right MCP server for your needs
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@@ -1146,6 +1151,7 @@ A growing set of community-developed and maintained servers demonstrates various
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- **[Slack](https://github.com/zencoderai/slack-mcp-server)** - Slack MCP server which supports both stdio and Streamable HTTP transports. Extended from the original Anthropic's implementation which is now [archived](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/slack)
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- **[Slidespeak](https://github.com/SlideSpeak/slidespeak-mcp)** - Create PowerPoint presentations using the [Slidespeak](https://slidespeak.com/) API.
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- **[Smartlead](https://github.com/jean-technologies/smartlead-mcp-server-local)** - MCP to connect to Smartlead. Additional, tooling, functionality, and connection to workflow automation platforms also available.
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- **[Snowflake](https://github.com/Snowflake-Labs/mcp)** - Open-source MCP server for Snowflake from official Snowflake-Labs supports prompting Cortex Agents, querying structured & unstructured data, object management, SQL execution, semantic view querying, and more. RBAC, fine-grained CRUD controls, and all authentication methods supported.
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- **[Snowflake](https://github.com/isaacwasserman/mcp-snowflake-server)** - This MCP server enables LLMs to interact with Snowflake databases, allowing for secure and controlled data operations.
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- **[Snowflake Cortex MCP Server](https://github.com/thisisbhanuj/Snowflake-Cortex-MCP-Server)** -This Snowflake MCP server provides tooling for Snowflake Cortex AI features, bringing these capabilities to the MCP ecosystem. When connected to an MCP Client (e.g. Claude for Desktop, fast-agent, Agentic Orchestration Framework), users can leverage these Cortex AI features.
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- **[SoccerDataAPI](https://github.com/yeonupark/mcp-soccer-data)** - This MCP server provides real-time football match data based on the SoccerDataAPI.
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@@ -1352,6 +1358,7 @@ Additional resources on MCP.
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- **[Discord Server (ModelContextProtocol)](https://discord.gg/jHEGxQu2a5)** – Connect with developers, share insights, and collaborate on projects in an active Discord community dedicated to the Model Context Protocol by **[Alex Andru](https://github.com/QuantGeekDev)**
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- <img height="12" width="12" src="https://raw.githubusercontent.com/klavis-ai/klavis/main/static/klavis-ai.png" alt="Klavis Logo" /> **[Klavis AI](https://www.klavis.ai)** - Open Source MCP Infra. Hosted MCP servers and MCP clients on Slack and Discord.
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- **[MCP Badges](https://github.com/mcpx-dev/mcp-badges)** – Quickly highlight your MCP project with clear, eye-catching badges, by **[Ironben](https://github.com/nanbingxyz)**
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- <img height="12" width="12" src="https://mcpproxy.app/favicon.svg" alt="MCPProxy Logo" /> **[MCPProxy](https://github.com/smart-mcp-proxy/mcpproxy-go)** - Open-source local app that enables access to multiple MCP servers and thousands of tools with intelligent discovery via MCP protocol, runs servers in isolated environments, and features automatic quarantine protection against malicious tools.
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- **[MCPRepository.com](https://mcprepository.com/)** - A repository that indexes and organizes all MCP servers for easy discovery.
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- **[mcp-cli](https://github.com/wong2/mcp-cli)** - A CLI inspector for the Model Context Protocol by **[wong2](https://github.com/wong2)**
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- **[mcp-dockmaster](https://mcp-dockmaster.com)** - An Open-Sourced UI to install and manage MCP servers for Windows, Linux and macOS.
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@@ -1,10 +1,13 @@
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import { Server } from "@modelcontextprotocol/sdk/server/index.js";
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import type { RequestHandlerExtra } from "@modelcontextprotocol/sdk/shared/protocol.js";
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import {
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CallToolRequestSchema,
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ClientCapabilities,
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CompleteRequestSchema,
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CreateMessageRequest,
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CreateMessageResultSchema,
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ElicitRequest,
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ElicitResultSchema,
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GetPromptRequestSchema,
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ListPromptsRequestSchema,
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ListResourcesRequestSchema,
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@@ -14,6 +17,8 @@ import {
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ReadResourceRequestSchema,
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Resource,
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RootsListChangedNotificationSchema,
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ServerNotification,
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ServerRequest,
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SubscribeRequestSchema,
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Tool,
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ToolSchema,
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@@ -36,6 +41,8 @@ type ToolInput = z.infer<typeof ToolInputSchema>;
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const ToolOutputSchema = ToolSchema.shape.outputSchema;
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type ToolOutput = z.infer<typeof ToolOutputSchema>;
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type SendRequest = RequestHandlerExtra<ServerRequest, ServerNotification>["sendRequest"];
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/* Input schemas for tools implemented in this server */
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const EchoSchema = z.object({
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message: z.string().describe("Message to echo"),
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@@ -220,7 +227,8 @@ export const createServer = () => {
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const requestSampling = async (
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context: string,
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uri: string,
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maxTokens: number = 100
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maxTokens: number = 100,
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sendRequest: SendRequest
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) => {
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const request: CreateMessageRequest = {
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method: "sampling/createMessage",
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@@ -241,22 +249,24 @@ export const createServer = () => {
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},
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};
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return await server.request(request, CreateMessageResultSchema);
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return await sendRequest(request, CreateMessageResultSchema);
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};
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const requestElicitation = async (
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message: string,
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requestedSchema: any
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requestedSchema: any,
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sendRequest: SendRequest
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) => {
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const request = {
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const request: ElicitRequest = {
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method: 'elicitation/create',
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params: {
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message,
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requestedSchema
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}
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requestedSchema,
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},
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};
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return await server.request(request, z.any());
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return await sendRequest(request, ElicitResultSchema);
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};
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const ALL_RESOURCES: Resource[] = Array.from({ length: 100 }, (_, i) => {
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@@ -334,12 +344,12 @@ export const createServer = () => {
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throw new Error(`Unknown resource: ${uri}`);
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});
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server.setRequestHandler(SubscribeRequestSchema, async (request) => {
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server.setRequestHandler(SubscribeRequestSchema, async (request, extra) => {
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const { uri } = request.params;
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subscriptions.add(uri);
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// Request sampling from client when someone subscribes
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await requestSampling("A new subscription was started", uri);
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await requestSampling("A new subscription was started", uri, undefined, extra.sendRequest);
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return {};
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});
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@@ -615,7 +625,8 @@ export const createServer = () => {
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const result = await requestSampling(
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prompt,
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ToolName.SAMPLE_LLM,
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maxTokens
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maxTokens,
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extra.sendRequest
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);
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return {
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content: [
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@@ -734,14 +745,20 @@ export const createServer = () => {
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type: 'object',
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properties: {
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color: { type: 'string', description: 'Favorite color' },
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number: { type: 'integer', description: 'Favorite number', minimum: 1, maximum: 100 },
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number: {
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type: 'integer',
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description: 'Favorite number',
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minimum: 1,
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maximum: 100,
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},
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pets: {
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type: 'string',
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enum: ['cats', 'dogs', 'birds', 'fish', 'reptiles'],
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description: 'Favorite pets'
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description: 'Favorite pets',
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},
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}
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}
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},
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},
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extra.sendRequest
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);
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// Handle different response actions
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